Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 25408 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.4 MiB |
| Average record size in memory | 222.9 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 16 |
| Categorical | 3 |
CIU is highly imbalanced (58.0%) | Imbalance |
flag is highly imbalanced (83.7%) | Imbalance |
class is highly imbalanced (69.7%) | Imbalance |
KPMM is highly skewed (γ1 = 156.2735774) | Skewed |
ROA is highly skewed (γ1 = -24.03264718) | Skewed |
BOPO is highly skewed (γ1 = 121.6472499) | Skewed |
CR is highly skewed (γ1 = 34.53329857) | Skewed |
NNPL is highly skewed (γ1 = 55.98854843) | Skewed |
MA_KPMM is highly skewed (γ1 = 110.2057154) | Skewed |
MA_BOPO is highly skewed (γ1 = 83.13429603) | Skewed |
D_CR is highly skewed (γ1 = 23.51700556) | Skewed |
MA_CR is highly skewed (γ1 = 25.35747354) | Skewed |
MA_NNPL is highly skewed (γ1 = 42.33558808) | Skewed |
NNPL has 420 (1.7%) zeros | Zeros |
D_KPMM has 491 (1.9%) zeros | Zeros |
D_ROA has 674 (2.7%) zeros | Zeros |
D_BOPO has 750 (3.0%) zeros | Zeros |
D_CR has 702 (2.8%) zeros | Zeros |
D_NNPL has 841 (3.3%) zeros | Zeros |
MA_NNPL has 314 (1.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-09 03:03:30.943582 |
|---|---|
| Analysis finished | 2024-05-09 03:03:42.350617 |
| Duration | 11.41 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
PeriodeData
Date
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 397.0 KiB |
| Minimum | 2010-09-30 00:00:00 |
|---|---|
| Maximum | 2023-12-31 00:00:00 |
SandiBPR
Real number (ℝ)
| Distinct | 1763 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 603207.89 |
| Minimum | 600001 |
|---|---|
| Maximum | 620195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | 600001 |
|---|---|
| 5-th percentile | 600095 |
| Q1 | 600858 |
| median | 601351 |
| Q3 | 602037 |
| 95-th percentile | 620100 |
| Maximum | 620195 |
| Range | 20194 |
| Interquartile range (IQR) | 1179 |
Descriptive statistics
| Standard deviation | 5673.1333 |
|---|---|
| Coefficient of variation (CV) | 0.0094049388 |
| Kurtosis | 4.86973 |
| Mean | 603207.89 |
| Median Absolute Deviation (MAD) | 587 |
| Skewness | 2.5875371 |
| Sum | 1.5326306 × 1010 |
| Variance | 32184442 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 601707 | 42 | 0.2% |
| 601017 | 32 | 0.1% |
| 620033 | 27 | 0.1% |
| 600861 | 25 | 0.1% |
| 601058 | 24 | 0.1% |
| 602702 | 24 | 0.1% |
| 601298 | 23 | 0.1% |
| 600797 | 23 | 0.1% |
| 600551 | 23 | 0.1% |
| 601690 | 23 | 0.1% |
| Other values (1753) | 25142 |
| Value | Count | Frequency (%) |
| 600001 | 15 | |
| 600002 | 15 | |
| 600003 | 15 | |
| 600004 | 15 | |
| 600005 | 15 | |
| 600007 | 15 | |
| 600008 | 15 | |
| 600009 | 15 | |
| 600010 | 15 | |
| 600011 | 15 |
| Value | Count | Frequency (%) |
| 620195 | 2 | < 0.1% |
| 620194 | 1 | < 0.1% |
| 620193 | 2 | < 0.1% |
| 620192 | 2 | < 0.1% |
| 620191 | 4 | |
| 620190 | 4 | |
| 620189 | 4 | |
| 620188 | 7 | |
| 620187 | 8 | |
| 620186 | 8 |
KPMM
Real number (ℝ)
SKEWED 
| Distinct | 9347 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.58881 |
| Minimum | -5354 |
|---|---|
| Maximum | 600619 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 227 |
| Negative (%) | 0.9% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -5354 |
|---|---|
| 5-th percentile | 13.4635 |
| Q1 | 23.59 |
| median | 35.48 |
| Q3 | 57.3125 |
| 95-th percentile | 120.7765 |
| Maximum | 600619 |
| Range | 605973 |
| Interquartile range (IQR) | 33.7225 |
Descriptive statistics
| Standard deviation | 3794.243 |
|---|---|
| Coefficient of variation (CV) | 49.540436 |
| Kurtosis | 24707.349 |
| Mean | 76.58881 |
| Median Absolute Deviation (MAD) | 14.53 |
| Skewness | 156.27358 |
| Sum | 1945968.5 |
| Variance | 14396280 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 86 | 0.3% |
| 30 | 24 | 0.1% |
| 14 | 23 | 0.1% |
| 12 | 19 | 0.1% |
| 24 | 18 | 0.1% |
| 16 | 18 | 0.1% |
| 26.63 | 17 | 0.1% |
| 22 | 16 | 0.1% |
| 18 | 15 | 0.1% |
| 19.66 | 14 | 0.1% |
| Other values (9337) | 25158 |
| Value | Count | Frequency (%) |
| -5354 | 1 | |
| -1801.98 | 1 | |
| -896.82 | 1 | |
| -623.76 | 1 | |
| -604.55 | 1 | |
| -537.02 | 1 | |
| -401.75 | 2 | |
| -392.06 | 1 | |
| -377.56 | 1 | |
| -337.49 | 1 |
| Value | Count | Frequency (%) |
| 600619 | 1 | |
| 63519 | 1 | |
| 25529 | 1 | |
| 10330 | 1 | |
| 9027.2 | 1 | |
| 6371.05 | 1 | |
| 4310.03 | 1 | |
| 4286 | 1 | |
| 2896 | 1 | |
| 2770 | 1 |
ROA
Real number (ℝ)
SKEWED 
| Distinct | 2924 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1275448 |
| Minimum | -999.99 |
|---|---|
| Maximum | 489 |
| Zeros | 223 |
| Zeros (%) | 0.9% |
| Negative | 5003 |
| Negative (%) | 19.7% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -999.99 |
|---|---|
| 5-th percentile | -5.9065 |
| Q1 | 0.29 |
| median | 1.8 |
| Q3 | 3.52 |
| 95-th percentile | 7.51 |
| Maximum | 489 |
| Range | 1488.99 |
| Interquartile range (IQR) | 3.23 |
Descriptive statistics
| Standard deviation | 16.090609 |
|---|---|
| Coefficient of variation (CV) | 14.270483 |
| Kurtosis | 1295.6612 |
| Mean | 1.1275448 |
| Median Absolute Deviation (MAD) | 1.59 |
| Skewness | -24.032647 |
| Sum | 28648.658 |
| Variance | 258.90769 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 223 | 0.9% |
| 2 | 69 | 0.3% |
| 1.34 | 64 | 0.3% |
| 2.32 | 63 | 0.2% |
| 1.95 | 57 | 0.2% |
| 1.53 | 56 | 0.2% |
| 0.78 | 56 | 0.2% |
| 0.29 | 56 | 0.2% |
| 1 | 56 | 0.2% |
| 1.8 | 56 | 0.2% |
| Other values (2914) | 24652 |
| Value | Count | Frequency (%) |
| -999.99 | 1 | |
| -777.62 | 1 | |
| -733.67 | 1 | |
| -571 | 1 | |
| -567 | 1 | |
| -531.3 | 1 | |
| -475.44 | 1 | |
| -459 | 1 | |
| -329.59 | 1 | |
| -306.81 | 1 |
| Value | Count | Frequency (%) |
| 489 | 1 | |
| 339 | 1 | |
| 302 | 1 | |
| 299 | 1 | |
| 283 | 1 | |
| 259 | 1 | |
| 243 | 1 | |
| 220 | 1 | |
| 162.98 | 1 | |
| 157.96 | 1 |
BOPO
Real number (ℝ)
SKEWED 
| Distinct | 8083 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.80987 |
| Minimum | -18511 |
|---|---|
| Maximum | 80611.14 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 14 |
| Negative (%) | 0.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -18511 |
|---|---|
| 5-th percentile | 62.5505 |
| Q1 | 78.1075 |
| median | 87.03 |
| Q3 | 97.51 |
| 95-th percentile | 152.8595 |
| Maximum | 80611.14 |
| Range | 99122.14 |
| Interquartile range (IQR) | 19.4025 |
Descriptive statistics
| Standard deviation | 552.56974 |
|---|---|
| Coefficient of variation (CV) | 5.3746758 |
| Kurtosis | 17809.871 |
| Mean | 102.80987 |
| Median Absolute Deviation (MAD) | 9.56 |
| Skewness | 121.64725 |
| Sum | 2612193.3 |
| Variance | 305333.31 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53.01 | 80 | 0.3% |
| 100 | 33 | 0.1% |
| 0 | 27 | 0.1% |
| 84.84 | 25 | 0.1% |
| 83.51 | 22 | 0.1% |
| 83.58 | 21 | 0.1% |
| 266.3 | 20 | 0.1% |
| 82.73 | 20 | 0.1% |
| 99.46 | 18 | 0.1% |
| 77.88 | 18 | 0.1% |
| Other values (8073) | 25124 |
| Value | Count | Frequency (%) |
| -18511 | 1 | |
| -3276 | 2 | |
| -3092 | 2 | |
| -2558 | 1 | |
| -926.96 | 1 | |
| -525.87 | 1 | |
| -390.85 | 1 | |
| -261.13 | 1 | |
| -220.61 | 1 | |
| -18 | 1 |
| Value | Count | Frequency (%) |
| 80611.14 | 1 | |
| 9194 | 1 | |
| 8987 | 1 | |
| 8910 | 1 | |
| 8827 | 1 | |
| 8787 | 1 | |
| 8773 | 1 | |
| 8584 | 1 | |
| 8177 | 1 | |
| 7378 | 1 |
CR
Real number (ℝ)
SKEWED 
| Distinct | 6728 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.249993 |
| Minimum | -0.6 |
|---|---|
| Maximum | 20385 |
| Zeros | 47 |
| Zeros (%) | 0.2% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -0.6 |
|---|---|
| 5-th percentile | 7.27 |
| Q1 | 13.15 |
| median | 20.18 |
| Q3 | 32.01 |
| 95-th percentile | 77.179 |
| Maximum | 20385 |
| Range | 20385.6 |
| Interquartile range (IQR) | 18.86 |
Descriptive statistics
| Standard deviation | 268.09743 |
|---|---|
| Coefficient of variation (CV) | 6.3455023 |
| Kurtosis | 1768.2712 |
| Mean | 42.249993 |
| Median Absolute Deviation (MAD) | 8.4 |
| Skewness | 34.533299 |
| Sum | 1073487.8 |
| Variance | 71876.23 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.74 | 87 | 0.3% |
| 0 | 47 | 0.2% |
| 20.91 | 32 | 0.1% |
| 11.6 | 25 | 0.1% |
| 10.48 | 23 | 0.1% |
| 19.19 | 23 | 0.1% |
| 8.13 | 23 | 0.1% |
| 16.46 | 22 | 0.1% |
| 15.47 | 22 | 0.1% |
| 15 | 22 | 0.1% |
| Other values (6718) | 25082 |
| Value | Count | Frequency (%) |
| -0.6 | 1 | < 0.1% |
| 0 | 47 | |
| 0.0048 | 1 | < 0.1% |
| 0.0087 | 1 | < 0.1% |
| 0.0149 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.0568 | 1 | < 0.1% |
| 0.0633 | 1 | < 0.1% |
| 0.0646 | 1 | < 0.1% |
| 0.0675 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20385 | 1 | |
| 9999.99 | 1 | |
| 9960.68 | 1 | |
| 8296.72 | 1 | |
| 8145.45 | 1 | |
| 7488.88 | 1 | |
| 7347.7 | 1 | |
| 7263.84 | 1 | |
| 7140.32 | 1 | |
| 7020.12 | 1 |
NNPL
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 3557 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.024635 |
| Minimum | -0.5 |
|---|---|
| Maximum | 3028 |
| Zeros | 420 |
| Zeros (%) | 1.7% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -0.5 |
|---|---|
| 5-th percentile | 0.63 |
| Q1 | 3.21 |
| median | 6.58 |
| Q3 | 12.57 |
| 95-th percentile | 26.91 |
| Maximum | 3028 |
| Range | 3028.5 |
| Interquartile range (IQR) | 9.36 |
Descriptive statistics
| Standard deviation | 32.678116 |
|---|---|
| Coefficient of variation (CV) | 3.2597811 |
| Kurtosis | 3966.6348 |
| Mean | 10.024635 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | 55.988548 |
| Sum | 254705.93 |
| Variance | 1067.8593 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 420 | 1.7% |
| 0.01 | 43 | 0.2% |
| 3.82 | 43 | 0.2% |
| 2.49 | 36 | 0.1% |
| 3.9 | 35 | 0.1% |
| 3.5 | 35 | 0.1% |
| 1 | 35 | 0.1% |
| 3.2 | 34 | 0.1% |
| 4.82 | 34 | 0.1% |
| 3.96 | 34 | 0.1% |
| Other values (3547) | 24659 |
| Value | Count | Frequency (%) |
| -0.5 | 1 | < 0.1% |
| 0 | 420 | |
| 0.01 | 43 | 0.2% |
| 0.02 | 9 | < 0.1% |
| 0.03 | 20 | 0.1% |
| 0.04 | 6 | < 0.1% |
| 0.05 | 10 | < 0.1% |
| 0.06 | 13 | 0.1% |
| 0.07 | 10 | < 0.1% |
| 0.08 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 3028 | 1 | < 0.1% |
| 1662 | 1 | < 0.1% |
| 1559 | 1 | < 0.1% |
| 1557 | 1 | < 0.1% |
| 1499 | 1 | < 0.1% |
| 1256 | 2 | < 0.1% |
| 1165 | 1 | < 0.1% |
| 1127 | 1 | < 0.1% |
| 311.9 | 2 | < 0.1% |
| 100 | 12 |
D_KPMM
Real number (ℝ)
ZEROS 
| Distinct | 8689 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0077549 |
| Minimum | -600554.36 |
|---|---|
| Maximum | 600556.5 |
| Zeros | 491 |
| Zeros (%) | 1.9% |
| Negative | 12484 |
| Negative (%) | 49.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -600554.36 |
|---|---|
| 5-th percentile | -11.9465 |
| Q1 | -2.17 |
| median | 0 |
| Q3 | 2.05 |
| 95-th percentile | 13.0565 |
| Maximum | 600556.5 |
| Range | 1201110.9 |
| Interquartile range (IQR) | 4.22 |
Descriptive statistics
| Standard deviation | 5355.7254 |
|---|---|
| Coefficient of variation (CV) | 5314.512 |
| Kurtosis | 12446.702 |
| Mean | 1.0077549 |
| Median Absolute Deviation (MAD) | 2.11 |
| Skewness | 0.028090917 |
| Sum | 25605.036 |
| Variance | 28683795 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 491 | 1.9% |
| 1 | 44 | 0.2% |
| 0.25 | 42 | 0.2% |
| 0.39 | 41 | 0.2% |
| -0.07 | 40 | 0.2% |
| 0.18 | 40 | 0.2% |
| 0.43 | 38 | 0.1% |
| -0.14 | 37 | 0.1% |
| -0.32 | 37 | 0.1% |
| 0.32 | 36 | 0.1% |
| Other values (8679) | 24562 |
| Value | Count | Frequency (%) |
| -600554.36 | 1 | |
| -53189 | 1 | |
| -5869.71 | 1 | |
| -5364.13 | 1 | |
| -4717.17 | 1 | |
| -4243.52 | 1 | |
| -3143.49 | 1 | |
| -2742.26 | 1 | |
| -2621.54 | 1 | |
| -2470.24 | 1 |
| Value | Count | Frequency (%) |
| 600556.5 | 1 | |
| 63506.09 | 1 | |
| 15199 | 1 | |
| 8257.45 | 1 | |
| 5290.99 | 1 | |
| 5204.51 | 1 | |
| 4246.09 | 1 | |
| 2864.71 | 1 | |
| 2675.26 | 1 | |
| 2623.24 | 1 |
MA_KPMM
Real number (ℝ)
SKEWED 
| Distinct | 15694 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.084933 |
| Minimum | -2708.505 |
|---|---|
| Maximum | 300341.82 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 198 |
| Negative (%) | 0.8% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -2708.505 |
|---|---|
| 5-th percentile | 13.85 |
| Q1 | 23.695 |
| median | 35.5075 |
| Q3 | 57.14 |
| 95-th percentile | 119.6015 |
| Maximum | 300341.82 |
| Range | 303050.33 |
| Interquartile range (IQR) | 33.445 |
Descriptive statistics
| Standard deviation | 2685.6084 |
|---|---|
| Coefficient of variation (CV) | 35.297507 |
| Kurtosis | 12302.73 |
| Mean | 76.084933 |
| Median Absolute Deviation (MAD) | 14.3975 |
| Skewness | 110.20572 |
| Sum | 1933166 |
| Variance | 7212492.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 61 | 0.2% |
| 14 | 14 | 0.1% |
| 24.21 | 13 | 0.1% |
| 12 | 12 | < 0.1% |
| 30 | 11 | < 0.1% |
| 58.87 | 11 | < 0.1% |
| 22.195 | 10 | < 0.1% |
| 16 | 9 | < 0.1% |
| 30.155 | 9 | < 0.1% |
| 26.63 | 9 | < 0.1% |
| Other values (15684) | 25249 |
| Value | Count | Frequency (%) |
| -2708.505 | 1 | |
| -2671.935 | 1 | |
| -1349.4 | 1 | |
| -453.485 | 1 | |
| -433.89 | 1 | |
| -415.56 | 1 | |
| -401.75 | 1 | |
| -396.905 | 1 | |
| -364.845 | 1 | |
| -312.31 | 1 |
| Value | Count | Frequency (%) |
| 300341.82 | 1 | |
| 300340.75 | 1 | |
| 36924.5 | 1 | |
| 31765.955 | 1 | |
| 17929.5 | 1 | |
| 6668.615 | 1 | |
| 4898.475 | 1 | |
| 3768.795 | 1 | |
| 3436.195 | 1 | |
| 2810 | 1 |
D_ROA
Real number (ℝ)
ZEROS 
| Distinct | 4706 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.18432071 |
| Minimum | -999.99 |
|---|---|
| Maximum | 997.13 |
| Zeros | 674 |
| Zeros (%) | 2.7% |
| Negative | 12726 |
| Negative (%) | 50.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -999.99 |
|---|---|
| 5-th percentile | -3.35 |
| Q1 | -0.55 |
| median | -0.01 |
| Q3 | 0.48 |
| 95-th percentile | 2.66 |
| Maximum | 997.13 |
| Range | 1997.12 |
| Interquartile range (IQR) | 1.03 |
Descriptive statistics
| Standard deviation | 18.2192 |
|---|---|
| Coefficient of variation (CV) | -98.845109 |
| Kurtosis | 1372.3834 |
| Mean | -0.18432071 |
| Median Absolute Deviation (MAD) | 0.51 |
| Skewness | -2.8138872 |
| Sum | -4683.2205 |
| Variance | 331.93926 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 674 | 2.7% |
| -0.04 | 135 | 0.5% |
| 0.04 | 119 | 0.5% |
| -0.02 | 117 | 0.5% |
| 0.02 | 115 | 0.5% |
| -0.25 | 113 | 0.4% |
| 0.21 | 95 | 0.4% |
| -0.08 | 94 | 0.4% |
| 0.08 | 92 | 0.4% |
| -0.27 | 91 | 0.4% |
| Other values (4696) | 23763 |
| Value | Count | Frequency (%) |
| -999.99 | 1 | |
| -865.33 | 1 | |
| -762.64 | 1 | |
| -530.8 | 1 | |
| -489.2 | 1 | |
| -441.8 | 1 | |
| -429.02 | 1 | |
| -296 | 1 | |
| -290.55 | 1 | |
| -279.1 | 1 |
| Value | Count | Frequency (%) |
| 997.13 | 1 | |
| 779.46 | 1 | |
| 539.35 | 1 | |
| 504.9 | 1 | |
| 502.28 | 1 | |
| 483.78 | 1 | |
| 418.8 | 1 | |
| 336 | 1 | |
| 272.81 | 1 | |
| 259.28 | 1 |
MA_ROA
Real number (ℝ)
| Distinct | 7388 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2197052 |
| Minimum | -604.555 |
|---|---|
| Maximum | 395.5 |
| Zeros | 122 |
| Zeros (%) | 0.5% |
| Negative | 5112 |
| Negative (%) | 20.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -604.555 |
|---|---|
| 5-th percentile | -5.73325 |
| Q1 | 0.35 |
| median | 1.825 |
| Q3 | 3.505 |
| 95-th percentile | 7.55825 |
| Maximum | 395.5 |
| Range | 1000.055 |
| Interquartile range (IQR) | 3.155 |
Descriptive statistics
| Standard deviation | 12.830518 |
|---|---|
| Coefficient of variation (CV) | 10.51936 |
| Kurtosis | 649.372 |
| Mean | 1.2197052 |
| Median Absolute Deviation (MAD) | 1.56 |
| Skewness | -13.944823 |
| Sum | 30990.269 |
| Variance | 164.6222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 122 | 0.5% |
| 2 | 36 | 0.1% |
| 1.69 | 32 | 0.1% |
| 1.29 | 32 | 0.1% |
| 2.12 | 29 | 0.1% |
| 2.4 | 28 | 0.1% |
| 0.65 | 28 | 0.1% |
| 2.335 | 28 | 0.1% |
| 2.835 | 27 | 0.1% |
| 1.35 | 27 | 0.1% |
| Other values (7378) | 25019 |
| Value | Count | Frequency (%) |
| -604.555 | 1 | |
| -501.425 | 1 | |
| -499.995 | 1 | |
| -396.3 | 1 | |
| -387.89 | 1 | |
| -322.4 | 1 | |
| -316.79 | 1 | |
| -314.55 | 1 | |
| -305.6 | 1 | |
| -301.325 | 1 |
| Value | Count | Frequency (%) |
| 395.5 | 1 | |
| 300.5 | 1 | |
| 291 | 1 | |
| 271 | 1 | |
| 251 | 1 | |
| 247.11 | 1 | |
| 171 | 1 | |
| 156.11 | 1 | |
| 151 | 1 | |
| 143.45 | 1 |
D_BOPO
Real number (ℝ)
ZEROS 
| Distinct | 7663 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.70655963 |
| Minimum | -80518.28 |
|---|---|
| Maximum | 80527.31 |
| Zeros | 750 |
| Zeros (%) | 3.0% |
| Negative | 12130 |
| Negative (%) | 47.7% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -80518.28 |
|---|---|
| 5-th percentile | -16.9665 |
| Q1 | -2.56 |
| median | 0 |
| Q3 | 2.87 |
| 95-th percentile | 19.4295 |
| Maximum | 80527.31 |
| Range | 161045.59 |
| Interquartile range (IQR) | 5.43 |
Descriptive statistics
| Standard deviation | 743.69161 |
|---|---|
| Coefficient of variation (CV) | 1052.5532 |
| Kurtosis | 10839.64 |
| Mean | 0.70655963 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | -0.60405651 |
| Sum | 17952.267 |
| Variance | 553077.21 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 750 | 3.0% |
| 0.5 | 38 | 0.1% |
| 0.28 | 35 | 0.1% |
| -0.39 | 35 | 0.1% |
| 0.39 | 34 | 0.1% |
| -0.5 | 34 | 0.1% |
| -0.47 | 33 | 0.1% |
| -0.81 | 32 | 0.1% |
| 0.06 | 32 | 0.1% |
| 0.7 | 32 | 0.1% |
| Other values (7653) | 24353 |
| Value | Count | Frequency (%) |
| -80518.28 | 1 | |
| -18703.45 | 1 | |
| -9109.53 | 1 | |
| -8742.33 | 1 | |
| -8699.45 | 1 | |
| -7307.08 | 1 | |
| -3796.47 | 1 | |
| -2620.72 | 1 | |
| -1821.652 | 1 | |
| -1573.7 | 1 |
| Value | Count | Frequency (%) |
| 80527.31 | 1 | |
| 9109.33 | 1 | |
| 8496.45 | 1 | |
| 8096.25 | 1 | |
| 7300.7 | 1 | |
| 6359.49 | 1 | |
| 2995.77 | 1 | |
| 2910.69 | 1 | |
| 2482.98 | 1 | |
| 1881 | 1 |
MA_BOPO
Real number (ℝ)
SKEWED 
| Distinct | 13523 |
|---|---|
| Distinct (%) | 53.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.45659 |
| Minimum | -9159.275 |
|---|---|
| Maximum | 40352 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 12 |
| Negative (%) | < 0.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -9159.275 |
|---|---|
| 5-th percentile | 62.66 |
| Q1 | 78.25 |
| median | 87.07 |
| Q3 | 97.505 |
| 95-th percentile | 150.90125 |
| Maximum | 40352 |
| Range | 49511.275 |
| Interquartile range (IQR) | 19.255 |
Descriptive statistics
| Standard deviation | 398.38512 |
|---|---|
| Coefficient of variation (CV) | 3.8883307 |
| Kurtosis | 8260.1136 |
| Mean | 102.45659 |
| Median Absolute Deviation (MAD) | 9.46 |
| Skewness | 83.134296 |
| Sum | 2603217.1 |
| Variance | 158710.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53.01 | 80 | 0.3% |
| 100 | 21 | 0.1% |
| 266.3 | 20 | 0.1% |
| 84.84 | 19 | 0.1% |
| 99.46 | 16 | 0.1% |
| 83.58 | 16 | 0.1% |
| 82.73 | 15 | 0.1% |
| 89.53 | 15 | 0.1% |
| 338.06 | 14 | 0.1% |
| 77.88 | 14 | 0.1% |
| Other values (13513) | 25178 |
| Value | Count | Frequency (%) |
| -9159.275 | 1 | |
| -3276 | 1 | |
| -3184 | 1 | |
| -3092 | 1 | |
| -2917 | 1 | |
| -1193.765 | 1 | |
| -305.73 | 1 | |
| -140.11 | 1 | |
| -100.115 | 1 | |
| -90.965 | 1 |
| Value | Count | Frequency (%) |
| 40352 | 1 | |
| 40347.485 | 1 | |
| 8948.5 | 1 | |
| 8868.5 | 1 | |
| 8785.5 | 1 | |
| 8780 | 1 | |
| 8475 | 1 | |
| 4639.335 | 1 | |
| 4639.235 | 1 | |
| 4455.835 | 1 |
D_CR
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 10918 |
|---|---|
| Distinct (%) | 43.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1587233 |
| Minimum | -9960.68 |
|---|---|
| Maximum | 17721.07 |
| Zeros | 702 |
| Zeros (%) | 2.8% |
| Negative | 12277 |
| Negative (%) | 48.3% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -9960.68 |
|---|---|
| 5-th percentile | -18.1425 |
| Q1 | -4.14 |
| median | 0 |
| Q3 | 4.05 |
| 95-th percentile | 17.9065 |
| Maximum | 17721.07 |
| Range | 27681.75 |
| Interquartile range (IQR) | 8.19 |
Descriptive statistics
| Standard deviation | 215.85961 |
|---|---|
| Coefficient of variation (CV) | 186.2909 |
| Kurtosis | 2522.2725 |
| Mean | 1.1587233 |
| Median Absolute Deviation (MAD) | 4.09 |
| Skewness | 23.517006 |
| Sum | 29440.841 |
| Variance | 46595.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 702 | 2.8% |
| 0.02 | 26 | 0.1% |
| -0.25 | 23 | 0.1% |
| -0.09 | 22 | 0.1% |
| -0.43 | 22 | 0.1% |
| -1.5 | 21 | 0.1% |
| -0.57 | 21 | 0.1% |
| 0.61 | 21 | 0.1% |
| 0.41 | 21 | 0.1% |
| 0.43 | 20 | 0.1% |
| Other values (10908) | 24509 |
| Value | Count | Frequency (%) |
| -9960.68 | 1 | |
| -8246.91 | 1 | |
| -5928.24 | 1 | |
| -5767.48 | 1 | |
| -4702.96 | 1 | |
| -4634.61 | 1 | |
| -4055.25 | 1 | |
| -3405.03 | 1 | |
| -3228.56 | 1 | |
| -2722.3 | 1 |
| Value | Count | Frequency (%) |
| 17721.07 | 1 | |
| 9828.32 | 1 | |
| 8260.73 | 1 | |
| 7763.34 | 1 | |
| 7325.23 | 1 | |
| 4484.32 | 1 | |
| 4264.88 | 1 | |
| 4058.58 | 1 | |
| 3338.7 | 1 | |
| 2824.56 | 1 |
MA_CR
Real number (ℝ)
SKEWED 
| Distinct | 13631 |
|---|---|
| Distinct (%) | 53.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.670631 |
| Minimum | 0 |
|---|---|
| Maximum | 11524.465 |
| Zeros | 21 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.01 |
| Q1 | 13.755 |
| median | 20.52 |
| Q3 | 32.185 |
| 95-th percentile | 76.922 |
| Maximum | 11524.465 |
| Range | 11524.465 |
| Interquartile range (IQR) | 18.43 |
Descriptive statistics
| Standard deviation | 223.86416 |
|---|---|
| Coefficient of variation (CV) | 5.3722286 |
| Kurtosis | 807.73442 |
| Mean | 41.670631 |
| Median Absolute Deviation (MAD) | 8.145 |
| Skewness | 25.357474 |
| Sum | 1058767.4 |
| Variance | 50115.16 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.74 | 80 | 0.3% |
| 20.91 | 21 | 0.1% |
| 0 | 21 | 0.1% |
| 8.13 | 17 | 0.1% |
| 17.07 | 17 | 0.1% |
| 19.19 | 16 | 0.1% |
| 11.6 | 15 | 0.1% |
| 15.47 | 15 | 0.1% |
| 27.28 | 14 | 0.1% |
| 41.69 | 14 | 0.1% |
| Other values (13621) | 25178 |
| Value | Count | Frequency (%) |
| 0 | 21 | |
| 0.1 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.205 | 1 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.235 | 1 | < 0.1% |
| 0.26 | 1 | < 0.1% |
| 0.32 | 1 | < 0.1% |
| 0.405 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11524.465 | 1 | |
| 8145.45 | 1 | |
| 7305.77 | 1 | |
| 7202.08 | 1 | |
| 7087.08 | 1 | |
| 7080.22 | 1 | |
| 6948.475 | 1 | |
| 6861.535 | 1 | |
| 6799.545 | 1 | |
| 6710.51 | 1 |
D_NNPL
Real number (ℝ)
ZEROS 
| Distinct | 6752 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1969116 |
| Minimum | -3000.88 |
|---|---|
| Maximum | 3002.11 |
| Zeros | 841 |
| Zeros (%) | 3.3% |
| Negative | 12592 |
| Negative (%) | 49.6% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -3000.88 |
|---|---|
| 5-th percentile | -4.91 |
| Q1 | -0.94 |
| median | 0 |
| Q3 | 1.09 |
| 95-th percentile | 6.32 |
| Maximum | 3002.11 |
| Range | 6002.99 |
| Interquartile range (IQR) | 2.03 |
Descriptive statistics
| Standard deviation | 34.603101 |
|---|---|
| Coefficient of variation (CV) | 175.72911 |
| Kurtosis | 5104.2515 |
| Mean | 0.1969116 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3778944 |
| Sum | 5003.13 |
| Variance | 1197.3746 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 841 | 3.3% |
| -0.25 | 96 | 0.4% |
| -0.08 | 85 | 0.3% |
| -0.04 | 78 | 0.3% |
| 0.04 | 71 | 0.3% |
| -0.34 | 60 | 0.2% |
| 0.5 | 59 | 0.2% |
| 0.25 | 58 | 0.2% |
| -0.17 | 58 | 0.2% |
| 0.17 | 57 | 0.2% |
| Other values (6742) | 23945 |
| Value | Count | Frequency (%) |
| -3000.88 | 1 | |
| -1644.93 | 1 | |
| -1155.02 | 1 | |
| -1112.37 | 1 | |
| -308.64 | 1 | |
| -303 | 1 | |
| -136.94 | 1 | |
| -129 | 1 | |
| -100 | 1 | |
| -92.59 | 1 |
| Value | Count | Frequency (%) |
| 3002.11 | 1 | |
| 1541.93 | 1 | |
| 1538.74 | 1 | |
| 1150.37 | 1 | |
| 308.38 | 1 | |
| 163 | 1 | |
| 99.99 | 1 | |
| 85.45 | 1 | |
| 82.74 | 1 | |
| 82.45 | 1 |
MA_NNPL
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 9101 |
|---|---|
| Distinct (%) | 35.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9261793 |
| Minimum | -0.25 |
|---|---|
| Maximum | 1580.5 |
| Zeros | 314 |
| Zeros (%) | 1.2% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 397.0 KiB |
Quantile statistics
| Minimum | -0.25 |
|---|---|
| 5-th percentile | 0.73 |
| Q1 | 3.295 |
| median | 6.625 |
| Q3 | 12.55125 |
| 95-th percentile | 26.245 |
| Maximum | 1580.5 |
| Range | 1580.75 |
| Interquartile range (IQR) | 9.25625 |
Descriptive statistics
| Standard deviation | 27.689083 |
|---|---|
| Coefficient of variation (CV) | 2.7895006 |
| Kurtosis | 2120.9742 |
| Mean | 9.9261793 |
| Median Absolute Deviation (MAD) | 4.045 |
| Skewness | 42.335588 |
| Sum | 252204.36 |
| Variance | 766.68533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 314 | 1.2% |
| 1 | 21 | 0.1% |
| 2.5 | 21 | 0.1% |
| 0.01 | 20 | 0.1% |
| 2.96 | 20 | 0.1% |
| 2.005 | 19 | 0.1% |
| 3.17 | 18 | 0.1% |
| 2.66 | 18 | 0.1% |
| 1.86 | 18 | 0.1% |
| 3.385 | 18 | 0.1% |
| Other values (9091) | 24921 |
| Value | Count | Frequency (%) |
| -0.25 | 2 | < 0.1% |
| 0 | 314 | |
| 0.005 | 1 | < 0.1% |
| 0.005 | 13 | 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.01 | 20 | 0.1% |
| 0.015 | 1 | < 0.1% |
| 0.015 | 7 | < 0.1% |
| 0.015 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1580.5 | 1 | |
| 1528 | 1 | |
| 1527.56 | 1 | |
| 1526.945 | 1 | |
| 1407.5 | 1 | |
| 1256 | 1 | |
| 1191.5 | 1 | |
| 839.535 | 1 | |
| 788.035 | 1 | |
| 787.63 | 1 |
CIU
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| 0.0 | |
|---|---|
| 1.0 | 2160 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 76224 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 23248 | |
| 1.0 | 2160 | 8.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 23248 | |
| 1.0 | 2160 | 8.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 48656 | |
| . | 25408 | |
| 1 | 2160 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48656 | |
| . | 25408 | |
| 1 | 2160 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48656 | |
| . | 25408 | |
| 1 | 2160 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 48656 | |
| . | 25408 | |
| 1 | 2160 | 2.8% |
flag
Categorical
IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| 0.0 | |
|---|---|
| 2.0 | 566 |
| 1.0 | 351 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 76224 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 24491 | |
| 2.0 | 566 | 2.2% |
| 1.0 | 351 | 1.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 24491 | |
| 2.0 | 566 | 2.2% |
| 1.0 | 351 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 49899 | |
| . | 25408 | |
| 2 | 566 | 0.7% |
| 1 | 351 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49899 | |
| . | 25408 | |
| 2 | 566 | 0.7% |
| 1 | 351 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49899 | |
| . | 25408 | |
| 2 | 566 | 0.7% |
| 1 | 351 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 76224 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 49899 | |
| . | 25408 | |
| 2 | 566 | 0.7% |
| 1 | 351 | 0.5% |
class
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 MiB |
| Normal | |
|---|---|
| Siaga | 1673 |
| Awas | 487 |
| Waspada | 430 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.912744 |
| Min length | 4 |
Characters and Unicode
| Total characters | 150231 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 22818 | |
| Siaga | 1673 | 6.6% |
| Awas | 487 | 1.9% |
| Waspada | 430 | 1.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 22818 | |
| siaga | 1673 | 6.6% |
| awas | 487 | 1.9% |
| waspada | 430 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 27941 | |
| N | 22818 | |
| o | 22818 | |
| r | 22818 | |
| m | 22818 | |
| l | 22818 | |
| S | 1673 | 1.1% |
| i | 1673 | 1.1% |
| g | 1673 | 1.1% |
| s | 917 | 0.6% |
| Other values (5) | 2264 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 150231 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 27941 | |
| N | 22818 | |
| o | 22818 | |
| r | 22818 | |
| m | 22818 | |
| l | 22818 | |
| S | 1673 | 1.1% |
| i | 1673 | 1.1% |
| g | 1673 | 1.1% |
| s | 917 | 0.6% |
| Other values (5) | 2264 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 150231 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 27941 | |
| N | 22818 | |
| o | 22818 | |
| r | 22818 | |
| m | 22818 | |
| l | 22818 | |
| S | 1673 | 1.1% |
| i | 1673 | 1.1% |
| g | 1673 | 1.1% |
| s | 917 | 0.6% |
| Other values (5) | 2264 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 150231 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 27941 | |
| N | 22818 | |
| o | 22818 | |
| r | 22818 | |
| m | 22818 | |
| l | 22818 | |
| S | 1673 | 1.1% |
| i | 1673 | 1.1% |
| g | 1673 | 1.1% |
| s | 917 | 0.6% |
| Other values (5) | 2264 | 1.5% |
| PeriodeData | SandiBPR | KPMM | ROA | BOPO | CR | NNPL | D_KPMM | MA_KPMM | D_ROA | MA_ROA | D_BOPO | MA_BOPO | D_CR | MA_CR | D_NNPL | MA_NNPL | CIU | flag | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1653 | 2020-03-31 | 600001 | 44.34 | 1.03 | 92.14 | 80.99 | 6.41 | 0.32 | 44.180 | -0.01 | 1.035 | 0.32 | 91.980 | 67.40 | 47.290 | 0.38 | 6.220 | 0.0 | 0.0 | Normal |
| 3297 | 2020-06-30 | 600001 | 47.05 | 1.00 | 92.16 | 13.26 | 6.23 | 2.71 | 45.695 | -0.03 | 1.015 | 0.02 | 92.150 | -67.73 | 47.125 | -0.18 | 6.320 | 0.0 | 0.0 | Normal |
| 4952 | 2020-09-30 | 600001 | 45.83 | 2.03 | 84.67 | 14.26 | 5.81 | -1.22 | 46.440 | 1.03 | 1.515 | -7.49 | 88.415 | 1.00 | 13.760 | -0.42 | 6.020 | 0.0 | 0.0 | Normal |
| 6598 | 2020-12-31 | 600001 | 44.76 | 0.87 | 91.06 | 17.32 | 4.95 | -1.07 | 45.295 | -1.16 | 1.450 | 6.39 | 87.865 | 3.06 | 15.790 | -0.86 | 5.380 | 0.0 | 0.0 | Normal |
| 8247 | 2021-03-31 | 600001 | 44.57 | 0.68 | 84.94 | 17.47 | 4.64 | -0.19 | 44.665 | -0.19 | 0.775 | -6.12 | 88.000 | 0.15 | 17.395 | -0.31 | 4.795 | 0.0 | 0.0 | Normal |
| 9888 | 2021-06-30 | 600001 | 44.30 | 0.58 | 85.46 | 18.21 | 4.27 | -0.27 | 44.435 | -0.10 | 0.630 | 0.52 | 85.200 | 0.74 | 17.840 | -0.37 | 4.455 | 0.0 | 0.0 | Normal |
| 11525 | 2021-09-30 | 600001 | 43.47 | 0.66 | 90.41 | 17.68 | 4.11 | -0.83 | 43.885 | 0.08 | 0.620 | 4.95 | 87.935 | -0.53 | 17.945 | -0.16 | 4.190 | 0.0 | 0.0 | Normal |
| 13162 | 2021-12-31 | 600001 | 42.59 | 0.85 | 90.63 | 15.55 | 3.52 | -0.88 | 43.030 | 0.19 | 0.755 | 0.22 | 90.520 | -2.13 | 16.615 | -0.59 | 3.815 | 0.0 | 0.0 | Normal |
| 14778 | 2022-03-31 | 600001 | 41.05 | 0.90 | 90.24 | 14.60 | 3.56 | -1.54 | 41.820 | 0.05 | 0.875 | -0.39 | 90.435 | -0.95 | 15.075 | 0.04 | 3.540 | 0.0 | 0.0 | Normal |
| 16379 | 2022-06-30 | 600001 | 40.61 | 0.87 | 90.42 | 17.77 | 3.39 | -0.44 | 40.830 | -0.03 | 0.885 | 0.18 | 90.330 | 3.17 | 16.185 | -0.17 | 3.475 | 0.0 | 0.0 | Normal |
| PeriodeData | SandiBPR | KPMM | ROA | BOPO | CR | NNPL | D_KPMM | MA_KPMM | D_ROA | MA_ROA | D_BOPO | MA_BOPO | D_CR | MA_CR | D_NNPL | MA_NNPL | CIU | flag | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25908 | 2023-03-31 | 620191 | 24.45 | 2.89 | 80.41 | 18.23 | 4.32 | 1.69 | 23.605 | 0.21 | 2.785 | -1.22 | 81.020 | -3.91 | 20.185 | 0.44 | 4.100 | 0.0 | 0.0 | Normal |
| 32192 | 2023-06-30 | 620191 | 20.07 | 2.86 | 80.25 | 22.50 | 4.71 | -4.38 | 22.260 | -0.03 | 2.875 | -0.16 | 80.330 | 4.27 | 20.365 | 0.39 | 4.515 | 0.0 | 0.0 | Normal |
| 33782 | 2023-09-30 | 620191 | 19.83 | 2.51 | 81.93 | 25.12 | 4.54 | -0.24 | 19.950 | -0.35 | 2.685 | 1.68 | 81.090 | 2.62 | 23.810 | -0.17 | 4.625 | 0.0 | 0.0 | Normal |
| 32196 | 2023-06-30 | 620192 | 29.52 | 0.69 | 99.43 | 11.78 | 14.92 | -3.03 | 31.035 | 1.25 | 0.065 | -5.66 | 102.260 | -1.29 | 12.425 | -4.18 | 17.010 | 0.0 | 0.0 | Normal |
| 33783 | 2023-09-30 | 620192 | 27.52 | 1.10 | 95.08 | 10.48 | 12.96 | -2.00 | 28.520 | 0.41 | 0.895 | -4.35 | 97.255 | -1.30 | 11.130 | -1.96 | 13.940 | 0.0 | 0.0 | Normal |
| 32200 | 2023-06-30 | 620193 | 219.23 | 4.83 | 75.50 | 52.54 | 0.00 | -100.79 | 269.625 | -8.70 | 9.180 | 13.89 | 68.555 | -67.14 | 86.110 | 0.00 | 0.000 | 0.0 | 0.0 | Normal |
| 33784 | 2023-09-30 | 620193 | 181.75 | 3.31 | 77.02 | 27.49 | 0.00 | -37.48 | 200.490 | -1.52 | 4.070 | 1.52 | 76.260 | -25.05 | 40.015 | 0.00 | 0.000 | 0.0 | 0.0 | Normal |
| 33785 | 2023-09-30 | 620194 | 27.71 | 3.07 | 70.19 | 11.71 | 4.20 | 1.37 | 27.025 | -0.01 | 3.075 | 3.57 | 68.405 | 2.46 | 10.480 | -0.34 | 4.370 | 0.0 | 0.0 | Normal |
| 32208 | 2023-06-30 | 620195 | 25.91 | 0.46 | 98.25 | 37.53 | 7.82 | 0.77 | 25.525 | -1.20 | 1.060 | 3.80 | 96.350 | 28.16 | 23.450 | 5.14 | 5.250 | 0.0 | 0.0 | Normal |
| 33786 | 2023-09-30 | 620195 | 21.81 | 0.56 | 97.88 | 30.71 | 15.79 | -4.10 | 23.860 | 0.10 | 0.510 | -0.37 | 98.065 | -6.82 | 34.120 | 7.97 | 11.805 | 0.0 | 0.0 | Normal |